DBFA-Net: Diffusion-Based Bidirectional Fusion and Axial Attention Network for medical image segmentation
In recent years, Denoising Diffusion Probabilistic Models (DDPMs) have shown strong modeling capability and are increasingly applied to medical image segmentation tasks. However, existing diffusion models still struggle with fine-grained structures and multi-scale context, particularly with semantic–noise feature fusio...